Online Clustering of Distributed Streaming Data Using Belief Propagation Techniques.
Maria HalkidiIordanis KoutsopoulosPublished in: Mobile Data Management (1) (2011)
Keyphrases
- belief propagation
- streaming data
- graphical models
- streaming time series
- message passing
- data streams
- markov random field
- graph cuts
- approximate inference
- concept drift
- sliding window
- stereo matching
- anomaly detection
- distributed systems
- loopy belief propagation
- k means
- fixed point
- clustering algorithm
- free energy
- pairwise
- evolving data streams
- energy function
- probabilistic inference
- data points
- probabilistic model
- data distribution
- unsupervised learning
- image segmentation
- decision trees
- data sets
- max product